mudata-oom

Out-of-memory MuData powered by anndataoom.

Drop-in replacement for mudata.MuData whose per-modality expression matrices stay on disk. Every API method, every property, every behaviour of upstream mudata.MuData is preserved — the only difference is that the modalities are anndataoom.AnnDataOOM objects instead of anndata.AnnData, so reading and processing million-cell multimodal atlases doesn't blow up your RAM.

import mudataoom as moom
mdata = moom.read_h5mu("cite_seq_1M.h5mu")
# MuDataOOM [out-of-memory · backed]
#   mod
#     rna  : AnnDataOOM  1,200,000 × 24,000
#     prot : AnnDataOOM  1,200,000 × 156
#   obs  : 1,200,000 × 5
#   obsm : ['X_mofa']

Why?

mudata.MuData is fine for the joint metadata (a few MB), but each modality is a full AnnData that loads its X into RAM. For a 1M-cell CITE-seq atlas (RNA + protein), this means >100 GB. mudataoom keeps each modality's X on disk and runs single-modality preprocessing (normalize, log1p, scale, PCA) through anndataoom's lazy / chunked operator chain.

Dataset	`mudata.MuData`	`mudataoom`	Saving
CITE-seq 10k (RNA + 156 ADT)	2.4 GB	~70 MB	34x
RNA + ATAC 100k cells	~24 GB	~1.2 GB	20x
RNA + ATAC 1M cells	~140 GB (OOM)	~1.7 GB	80x+

Architecture (no new Rust code)

MuDataOOM (Python; subclasses mudata.MuData)
├── _mod: OrderedDict[str, AnnDataOOM]   # per-modality; X stays on disk
├── _obs, _var: pd.DataFrame             # joint metadata
├── _obsm, _varm, _obsp, _varp           # joint embeddings / graphs
├── _obsmap, _varmap                     # which modality row backs which joint row
├── _uns, _axis
└── _file: MuDataFileManager             # h5mu HDF5 file handle (backed mode)

read_h5mu walks /mod/* inside the source .h5mu, builds one tiny "virtual" .h5ad per modality whose datasets are HDF5 ExternalLinks back into the source file — no copying of X — then opens each virtual .h5ad through anndataoom.read(). The Rust I/O layer streams X chunks straight from the original .h5mu on demand.

See docs/architecture.md for the full design.

Install

pip install mudataoom

(Will pull anndataoom, mudata, h5py, anndata.)

Compatibility

MuDataOOM is a strict subclass of mudata.MuData. Anything that takes a mudata.MuData (mofapy, muon plotting, scvi-tools, …) accepts a MuDataOOM unchanged.

License

MIT. See LICENSE.

Metadata

Release files for mudataoom 0.3.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for mudataoom 0.3.0
File	Size	Uploaded
mudataoom-0.3.0.tar.gz	170.7 kB	May 24, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for mudataoom 0.3.0
File	Interpreter	ABI	Platform	Reset
mudataoom-0.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 10.5 MB May 24, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details
mudataoom-0.3.0-cp313-cp313-macosx_11_0_arm64.whl 8.8 MB May 24, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
mudataoom-0.3.0-cp313-cp313-macosx_10_12_x86_64.whl 9.7 MB May 24, 2026	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details
mudataoom-0.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 10.5 MB May 24, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
mudataoom-0.3.0-cp312-cp312-macosx_11_0_arm64.whl 8.8 MB May 24, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
mudataoom-0.3.0-cp312-cp312-macosx_10_12_x86_64.whl 9.7 MB May 24, 2026	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details
mudataoom-0.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 10.5 MB May 24, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
mudataoom-0.3.0-cp311-cp311-macosx_11_0_arm64.whl 8.8 MB May 24, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
mudataoom-0.3.0-cp311-cp311-macosx_10_12_x86_64.whl 9.7 MB May 24, 2026	CPython 3.11	CPython 3.11	macOS 10.12+ x86-64	Details
mudataoom-0.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 10.5 MB May 24, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
mudataoom-0.3.0-cp310-cp310-macosx_11_0_arm64.whl 8.8 MB May 24, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
mudataoom-0.3.0-cp310-cp310-macosx_10_12_x86_64.whl 9.7 MB May 24, 2026	CPython 3.10	CPython 3.10	macOS 10.12+ x86-64	Details
mudataoom-0.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 10.5 MB May 24, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details
mudataoom-0.3.0-cp39-cp39-macosx_11_0_arm64.whl 8.8 MB May 24, 2026	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
mudataoom-0.3.0-cp39-cp39-macosx_10_12_x86_64.whl 9.7 MB May 24, 2026	CPython 3.9	CPython 3.9	macOS 10.12+ x86-64	Details

Total release size: 145.4 MB

Release files / mudataoom-0.3.0.tar.gz

Download URL	mudataoom-0.3.0.tar.gz
Size	170.7 kB
Tags	Source
SHA-256 checksum How to use checksums	`07b59986c8e45dfc2018b6aad2591e0c5905d990adb9c9865e791fbc8b4c0d53`
BLAKE2b-256 checksum How to use checksums	`6be115f0456b8ff8920b654641ade5bb899d410af847340ac9276c7bbb23c520`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

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.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0.tar.gz
SHA-256 checksum: 07b59986c8e45dfc2018b6aad2591e0c5905d990adb9c9865e791fbc8b4c0d53 Verifying attestations

Release files / mudataoom-0.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	mudataoom-0.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	10.5 MB
Tags	CPython 3.13 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`bf2357f63140f86783b46033267e6dfd0273b89480223eeeffdfeef4aef908cf`
BLAKE2b-256 checksum How to use checksums	`0dddfe6f0442f49e0950a3911217a34b7363ff9fa642606cab36fc6de84924e1`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
SHA-256 checksum: bf2357f63140f86783b46033267e6dfd0273b89480223eeeffdfeef4aef908cf Verifying attestations

Release files / mudataoom-0.3.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL	mudataoom-0.3.0-cp313-cp313-macosx_11_0_arm64.whl
Size	8.8 MB
Tags	CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`36a90457ce1d3dbae208b0fde2cd15f34371968ef2b565caeed2fa63c9327987`
BLAKE2b-256 checksum How to use checksums	`b83cd9aca9755514994ed11246d4b1099017017db45ceec599b2eb5ffa8bdf95`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp313-cp313-macosx_11_0_arm64.whl
SHA-256 checksum: 36a90457ce1d3dbae208b0fde2cd15f34371968ef2b565caeed2fa63c9327987 Verifying attestations

Release files / mudataoom-0.3.0-cp313-cp313-macosx_10_12_x86_64.whl

Download URL	mudataoom-0.3.0-cp313-cp313-macosx_10_12_x86_64.whl
Size	9.7 MB
Tags	CPython 3.13 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`d08a6db5145eb09863b45e59b49cc66e8f80fc833488c9aedb4ca1a3caad8024`
BLAKE2b-256 checksum How to use checksums	`3ea8116c11026eef19908adec945720f5d9c7833749b2fcae06b3daa9bee80d7`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp313-cp313-macosx_10_12_x86_64.whl
SHA-256 checksum: d08a6db5145eb09863b45e59b49cc66e8f80fc833488c9aedb4ca1a3caad8024 Verifying attestations

Release files / mudataoom-0.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	mudataoom-0.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	10.5 MB
Tags	CPython 3.12 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`4db739b51f9eb0c081fbcf00dd147a67d2bf0ea607ffe9366cafa8f313f3279e`
BLAKE2b-256 checksum How to use checksums	`fbeee18dee20bae04f48b1cdffbbd6c833c9fbb3a99b06d4cea04c184773ad59`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
SHA-256 checksum: 4db739b51f9eb0c081fbcf00dd147a67d2bf0ea607ffe9366cafa8f313f3279e Verifying attestations

Release files / mudataoom-0.3.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL	mudataoom-0.3.0-cp312-cp312-macosx_11_0_arm64.whl
Size	8.8 MB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`b4f5de5f779dcc87b9689a1aba2db7fa416d074dda3c9240f9a277d15584a735`
BLAKE2b-256 checksum How to use checksums	`9b5694f006fdef3604f74dd12cbe402eafe02d6da7af80e07c93b679ffb6dc7c`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: b4f5de5f779dcc87b9689a1aba2db7fa416d074dda3c9240f9a277d15584a735 Verifying attestations

Release files / mudataoom-0.3.0-cp312-cp312-macosx_10_12_x86_64.whl

Download URL	mudataoom-0.3.0-cp312-cp312-macosx_10_12_x86_64.whl
Size	9.7 MB
Tags	CPython 3.12 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`3455fa1b016b701ecc666e7337c5cfbc2aec69bb1fee7440128e7e1505549a84`
BLAKE2b-256 checksum How to use checksums	`ea9682d69e3cf5367fef6a035d8e06686c11ea160450285811864fa57fa38b90`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp312-cp312-macosx_10_12_x86_64.whl
SHA-256 checksum: 3455fa1b016b701ecc666e7337c5cfbc2aec69bb1fee7440128e7e1505549a84 Verifying attestations

Release files / mudataoom-0.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	mudataoom-0.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	10.5 MB
Tags	CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`bb6842407329eda261cd95e4f8d337b2c3b88c15789f3b7005fdebcf41fc7b76`
BLAKE2b-256 checksum How to use checksums	`071010c3232a82092e1e6fcf0c91922f9af0412ac2f2c27c825ca13e3c89671f`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
SHA-256 checksum: bb6842407329eda261cd95e4f8d337b2c3b88c15789f3b7005fdebcf41fc7b76 Verifying attestations

Release files / mudataoom-0.3.0-cp311-cp311-macosx_11_0_arm64.whl

Download URL	mudataoom-0.3.0-cp311-cp311-macosx_11_0_arm64.whl
Size	8.8 MB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`b3d143eb748e0ff7d2f6b5c95d605100b5f5d86cff3e5405060b257af94401ff`
BLAKE2b-256 checksum How to use checksums	`51e42155df65bb0b9519a2e8112e2f7678ed16411ff30c124bbba435bd981aec`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: b3d143eb748e0ff7d2f6b5c95d605100b5f5d86cff3e5405060b257af94401ff Verifying attestations

Release files / mudataoom-0.3.0-cp311-cp311-macosx_10_12_x86_64.whl

Download URL	mudataoom-0.3.0-cp311-cp311-macosx_10_12_x86_64.whl
Size	9.7 MB
Tags	CPython 3.11 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`a4fd5a2bc669786d4dbbd5c0aca9bf35ff4d17266f19b7dc9a64a5e01341555d`
BLAKE2b-256 checksum How to use checksums	`70699a961f8005ee7a82398ee0833dd75a66096d8121f5c833fc94f707d286b7`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp311-cp311-macosx_10_12_x86_64.whl
SHA-256 checksum: a4fd5a2bc669786d4dbbd5c0aca9bf35ff4d17266f19b7dc9a64a5e01341555d Verifying attestations

Release files / mudataoom-0.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	mudataoom-0.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	10.5 MB
Tags	CPython 3.10 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`29bc2d32188f80154ba6be9b9f0525a6e975374873942c3cdbdc4f79419d3617`
BLAKE2b-256 checksum How to use checksums	`5998d8c03933076a594e57401e323c0a5a2ad719304dfa86d3b551c60b0d4a3d`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
SHA-256 checksum: 29bc2d32188f80154ba6be9b9f0525a6e975374873942c3cdbdc4f79419d3617 Verifying attestations

Release files / mudataoom-0.3.0-cp310-cp310-macosx_11_0_arm64.whl

Download URL	mudataoom-0.3.0-cp310-cp310-macosx_11_0_arm64.whl
Size	8.8 MB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`b5e37dd3777f7ab04d1db8537f0df1415c742e5b9acabc5a93008eeaf8fe16d0`
BLAKE2b-256 checksum How to use checksums	`856a30d115b96905eb4de76653e9961298142ca8a2a418fe5e7392b6f73272c5`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: b5e37dd3777f7ab04d1db8537f0df1415c742e5b9acabc5a93008eeaf8fe16d0 Verifying attestations

Release files / mudataoom-0.3.0-cp310-cp310-macosx_10_12_x86_64.whl

Download URL	mudataoom-0.3.0-cp310-cp310-macosx_10_12_x86_64.whl
Size	9.7 MB
Tags	CPython 3.10 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`863c5bad55116ba36bb3a5f513591fce7f9065bdac876d2f7767bcc250082f1f`
BLAKE2b-256 checksum How to use checksums	`dea8cca0a9c98afdfb52d375ab3a1f32dcee170f4664637eef085e7fd10e94aa`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp310-cp310-macosx_10_12_x86_64.whl
SHA-256 checksum: 863c5bad55116ba36bb3a5f513591fce7f9065bdac876d2f7767bcc250082f1f Verifying attestations

Release files / mudataoom-0.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	mudataoom-0.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	10.5 MB
Tags	CPython 3.9 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`de9106760eafe3c254f4dc3e53dffd79e6de09c34d5377d043568416549fb8d2`
BLAKE2b-256 checksum How to use checksums	`856fe727a8b9148b6ca7780dbf896c60f05fae810e3b06ca3b35a1d978d2f2b7`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
SHA-256 checksum: de9106760eafe3c254f4dc3e53dffd79e6de09c34d5377d043568416549fb8d2 Verifying attestations

Release files / mudataoom-0.3.0-cp39-cp39-macosx_11_0_arm64.whl

Download URL	mudataoom-0.3.0-cp39-cp39-macosx_11_0_arm64.whl
Size	8.8 MB
Tags	CPython 3.9 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`462d31cfe199c1068b49fa26a3b0ca2980cf70757746210f7a4461b8f7432514`
BLAKE2b-256 checksum How to use checksums	`d46a0a0399e78c671c343293670eca4bafca5a46915fa5940a7edb92601edf34`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp39-cp39-macosx_11_0_arm64.whl
SHA-256 checksum: 462d31cfe199c1068b49fa26a3b0ca2980cf70757746210f7a4461b8f7432514 Verifying attestations

Release files / mudataoom-0.3.0-cp39-cp39-macosx_10_12_x86_64.whl

Download URL	mudataoom-0.3.0-cp39-cp39-macosx_10_12_x86_64.whl
Size	9.7 MB
Tags	CPython 3.9 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`3125ada69f6974c4f77466414f1748c6be9df5ade56ea34ace18650ac2229a47`
BLAKE2b-256 checksum How to use checksums	`c7006e9d2bedb80e23e22bc29938652f8222acd64e547b82aaae56466e01cbac`
Upload date	May 24, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/omicverse/mudata-oom
Publishing commit: github.com/omicverse/mudata-oom/tree/f91010981630c1ee4779ec931732fc4cfd92b70e

Workflow

Publishing configuration: github.com/omicverse/mudata-oom/blob/f91010981630c1ee4779ec931732fc4cfd92b70e/.github/workflows/release.yml
Publishing logs: github.com/omicverse/mudata-oom/actions/runs/26365317577/attempts/1

Artifact

Subject: mudataoom-0.3.0-cp39-cp39-macosx_10_12_x86_64.whl
SHA-256 checksum: 3125ada69f6974c4f77466414f1748c6be9df5ade56ea34ace18650ac2229a47 Verifying attestations

Release history Release notifications | RSS feed

This release

0.3.0 This release

May 24, 2026 16 release files

0.2.0

May 24, 2026 16 release files

0.1.0

May 24, 2026 16 release files

mudataoom 0.3.0

mudata-oom

Why?

Architecture (no new Rust code)

Install

Compatibility

License

Project links

Key dates

1 maintainer

Credits

License

Requires

Provides Extra

Tags

Classifiers

Metadata

Project links

Key dates

1 maintainer

Credits

License

Requires

Provides Extra

Tags

Classifiers

Release files for mudataoom 0.3.0

Source distribution (sdist)

Built distributions (wheels)

Release files / mudataoom-0.3.0.tar.gz

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / mudataoom-0.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / mudataoom-0.3.0-cp313-cp313-macosx_11_0_arm64.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / mudataoom-0.3.0-cp313-cp313-macosx_10_12_x86_64.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / mudataoom-0.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / mudataoom-0.3.0-cp312-cp312-macosx_11_0_arm64.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / mudataoom-0.3.0-cp312-cp312-macosx_10_12_x86_64.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / mudataoom-0.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / mudataoom-0.3.0-cp311-cp311-macosx_11_0_arm64.whl

Provenance

PyPI Publish Attestation