This release has been yanked by its maintainers, and will be ignored by installers, except when explicitly specified.
Consider using release 0.6.3 instead.
tet-py
Python bindings for Tetration — mmap-friendly .tet tensors and the JSON/TOML query engine.
| Install | pip install tet-py → import tet |
| Docs | docs.tetration.sh/python |
| Rust core | tetration (linked at build time) |
| CLI | tet binary from the main repo |
Quick start
pip install tet-py
python -c "import tet; print(tet.__version__, tet.core_version())"
import tet
with tet.open("data.tet") as f:
print(f.mean("temperature"), f.quantile("temperature", 0.5))
arr = f.read_numpy("temperature") # ram (memmap for full-width raw slabs)
z = f.transform.to_numpy.zscore("temperature") # transform → ndarray
More examples: Python quick start · operations · NumPy
Convert
tet.convert writes one .tet from a foreign file. .npy, multi-member .npz, and .csv / .tsv are in the core wheel. Other formats are optional extras: tet-py[h5], [netcdf], [zarr], [parquet], or [convert] for all of them.
src may be s3://bucket/object.ext (full download, then the same importer) or an s3:// Zarr v2/v3 prefix (each chunk is fetched as the zarr library reads it). Credentials stay in TETRATION_S3_*.
| Extra | What it imports |
|---|---|
| (core) | .npy (one dataset), .npz (every member), .csv / .tsv (numeric + category text columns) |
h5 |
HDF5 datasets, groups as parent/child names |
netcdf |
NetCDF variables, including groups |
zarr |
Zarr v2 and v3 directory stores |
parquet |
Parquet numeric columns and UTF-8 category columns |
Compared with Rust tet convert: Python does not apply CF scale/offset, chunks the whole array unless you pass chunk_shape, and can read codecs the Rust importer skips when the extra library can decode them. Columns that are not layout-v1 numeric (or category text) are omitted.
Export
tet.export (and TetFile.export) writes a .tet to HDF5, NetCDF, or Zarr. Same optional extras as convert ([h5], [netcdf], [zarr], or [export] for those three). Dense numeric datasets only; carries dim_names and basic string attrs when present. Values are densified via read_numpy — prefer Rust tet export when you need native HDF5/NetCDF or chunk-preserving Zarr.
Packages
tet.open("pkg.tet.d") reads the generation named by CURRENT (packed.tet). tet.ingest copies a sealed .tet into staging, and tet.publish seals those parts and updates CURRENT. tet.pack(package, "out.tet") copies that sealed image to a standalone file; pass remove_package=True to delete the .tet.d after a verified copy.
For an S3-compatible backend:
from tet import S3Store
store = S3Store.connect(endpoint="http://127.0.0.1:9000", bucket="…",
access_key_id="…", secret_access_key="…", prefix="demo")
store.ingest("part.tet", session_id="s0")
store.publish(["part"])
f = store.open("current") # pin; later publish does not retarget f
# or, with TETRATION_S3_* set: tet.open("s3://bucket/demo")
Endpoint and credentials are arguments or TETRATION_S3_* (not in the URI). tet.open("s3://bucket/prefix") range-reads the pinned package. S3Store.open still downloads packed.tet. See docs/operations.md.
Documentation
| Topic | Where |
|---|---|
| Install, API, NumPy sinks | docs.tetration.sh/python |
| Query ops (local mirror) | docs/operations.md |
| Release notes | CHANGELOG.md |
| Format + query wire | docs.tetration.sh · tetration repo |
| Roadmap | docs.tetration.sh/roadmap |
Develop
uv sync --extra dev
mise run develop # or: uv run maturin develop
uv run pytest -q
uv run mypy python/tet
Requires Python 3.11+ and Rust 1.95+ (.mise.toml). Fixtures: tests/fixtures/.
License
MIT OR Apache-2.0, same as tetration.
Metadata
Release files for tet-py 0.5.1
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 | |
|---|---|---|---|---|
| tet_py-0.5.1.tar.gz | 77.0 kB | Without provenance | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| tet_py-0.5.1-cp311-abi3-win_amd64.whl | CPython 3.11 | abi3 | Windows x86-64 | Details |
| tet_py-0.5.1-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl | CPython 3.11 | abi3 | Linux glibc 2.17+ x86-64 | Details |
| tet_py-0.5.1-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl | CPython 3.11 | abi3 | Linux glibc 2.17+ ARM64 | Details |
| tet_py-0.5.1-cp311-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl | CPython 3.11 | abi3 | macOS 11.0+ ARM64, macOS 10.12+ x86-64, macOS 10.12+ universal2 (ARM64, x86-64) | Details |
Total release size: 27.0 MB
Release files / tet_py-0.5.1.tar.gz
| Download URL | tet_py-0.5.1.tar.gz |
|---|---|
| Size | 77.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
be40d40705da074ed5506576ababd187ffd4c8321fbf47851575579ea59beafe
|
|
BLAKE2b-256 checksum How to use checksums |
c6b14a73cf260dc7485c928a6b47a9cbe50f1437a5debde3465fc004b63e371c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / tet_py-0.5.1-cp311-abi3-win_amd64.whl
| Download URL | tet_py-0.5.1-cp311-abi3-win_amd64.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.11 Windows x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
13081fd22053cd11ecd0cb018027aaad050071746090df98b6eb0613d747f8a9
|
|
BLAKE2b-256 checksum How to use checksums |
1dc3c31a034f7b12e58b6fd8fa15cea310a675f031415bad59e8cff497906de1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / tet_py-0.5.1-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | tet_py-0.5.1-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
ac8d28029755b5006579f606c7ec49e6d9dae8dc058a0d05df2949a0b0f83762
|
|
BLAKE2b-256 checksum How to use checksums |
ec6c08a3bcef89ecc7c640101cccf5e10a513808ad063f8a41661a09b28802f8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / tet_py-0.5.1-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | tet_py-0.5.1-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 5.8 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 abi3 |
|
SHA-256 checksum How to use checksums |
c414a99f4caaeee871dd4be442f1e90c62cf0e67195b216fa1d97fc94dc0a6bc
|
|
BLAKE2b-256 checksum How to use checksums |
6e6431d4d9d056df936e0d1ccb05d7ae6b2a815c7b0bb73aae79b5cd70d8bee9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / tet_py-0.5.1-cp311-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
| Download URL | tet_py-0.5.1-cp311-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
|---|---|
| Size | 10.3 MB |
| Tags | CPython 3.11 abi3 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
c16218c2a205265f8c104813bf98172968fe8af1b0ccea727395f01d6462ea67
|
|
BLAKE2b-256 checksum How to use checksums |
b5c28e0496e2baaf4856d4fc5b7723d19386155fdb88334c6636e98d4a2dc44b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Security for tet-py 0.5.1
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.
No provenance found
None of the files in this release were uploaded with provenance metadata.
A 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.