Skip to main content

tet-py

PyPI Docs CI Python License

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 0.6.0

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

Source distribution (sdist)

Source distribution for tet-py 0.6.0
File Size Uploaded Provenance
tet_py-0.6.0.tar.gz 75.8 kB Without provenance Details

Built distributions (wheels)

Table of built distributions (wheels) for tet-py 0.6.0
File
tet_py-0.6.0-cp311-abi3-win_amd64.whl CPython 3.11 abi3 Windows x86-64 Details
tet_py-0.6.0-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 abi3 Linux glibc 2.17+ x86-64 Details
tet_py-0.6.0-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.11 abi3 Linux glibc 2.17+ ARM64 Details
tet_py-0.6.0-cp311-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl CPython 3.11 abi3 macOS 10.12+ x86-64, macOS 10.12+ universal2 (ARM64, x86-64), macOS 11.0+ ARM64 Details

Total release size: 27.0 MB

Release files / tet_py-0.6.0.tar.gz

Download URL tet_py-0.6.0.tar.gz
Size 75.8 kB
Tags Source
SHA-256 checksum
How to use checksums
e0946f6fa84fe85bcb90f100a7b3f483a84822c539fa310b5db41e330821c2fc
BLAKE2b-256 checksum
How to use checksums
180a168b20c66b427496c894468a71eb8577359500b4add75e3bc37f99732de8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Release files / tet_py-0.6.0-cp311-abi3-win_amd64.whl

Download URL tet_py-0.6.0-cp311-abi3-win_amd64.whl
Size 4.9 MB
Tags CPython 3.11 Windows x86-64 abi3
SHA-256 checksum
How to use checksums
bd0f5d0a05b491ac1c7f8cc24ee2d2cb69a53e3c7bc78dfd2460bf3263350f29
BLAKE2b-256 checksum
How to use checksums
8c582f247af86d060842f8c9c8bf9b45702d6d470137cbcac561412af4ca022b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Release files / tet_py-0.6.0-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL tet_py-0.6.0-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
13ceab6c73855e2bfa4c2b9f33de37c6f65a9d7d5de9baf285cceb127ed94eed
BLAKE2b-256 checksum
How to use checksums
5545a4e82293615f5ab9bbec914b6bddded8674fd0cb912dc291473b727ab2eb
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Release files / tet_py-0.6.0-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL tet_py-0.6.0-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
78b345c99a4cb0cc2e75c8a9c510846138a9fd57265131cc2d1e80e254d4fc4e
BLAKE2b-256 checksum
How to use checksums
988289cc5e03391bc80908ad45d6d6887cdf96c9053e742eae40bfc6bf2d986a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Release files / tet_py-0.6.0-cp311-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl

Download URL tet_py-0.6.0-cp311-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Size 10.4 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
d79fae70b4480f22b118d7983957c73a471ee472e72e2da41067a2fcd839b5b1
BLAKE2b-256 checksum
How to use checksums
836f0d81c0da4463ac895c69b0aea75c64bdacd897c6e589b750c6dfd8a58a74
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Security for tet-py 0.6.0

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.

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.

Release history Release notifications | RSS feed

This release

0.6.0 This release

5 release files No provenance

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page