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 0.6.2

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 0.6.2
File Size Uploaded Provenance
tet_py-0.6.2.tar.gz 75.8 kB Without provenance Details

Built distributions (wheels)

Table of built distributions (wheels) for tet-py 0.6.2
File
tet_py-0.6.2-cp311-abi3-win_amd64.whl CPython 3.11 abi3 Windows x86-64 Details
tet_py-0.6.2-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 abi3 Linux glibc 2.17+ x86-64 Details
tet_py-0.6.2-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.11 abi3 Linux glibc 2.17+ ARM64 Details
tet_py-0.6.2-cp311-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl CPython 3.11 abi3 macOS 10.12+ universal2 (ARM64, x86-64), macOS 10.12+ x86-64, macOS 11.0+ ARM64 Details

Total release size: 27.2 MB

Release files / tet_py-0.6.2.tar.gz

Download URL tet_py-0.6.2.tar.gz
Size 75.8 kB
Tags Source
SHA-256 checksum
How to use checksums
4004b281d9e606fd81ef7264b9948ac336bfc855acccc38be1edd6f9efb51f45
BLAKE2b-256 checksum
How to use checksums
a10661840e7610be056b169b2d291920ed0c909057bdc879833221b10cdd0453
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Release files / tet_py-0.6.2-cp311-abi3-win_amd64.whl

Download URL tet_py-0.6.2-cp311-abi3-win_amd64.whl
Size 4.9 MB
Tags CPython 3.11 Windows x86-64 abi3
SHA-256 checksum
How to use checksums
ef6502ee8784c209cb22e83164e2500fdc52cafe00a6e0d3e3e1e38429203391
BLAKE2b-256 checksum
How to use checksums
b2875a15f867ef734ca8465704255344edd94487d99d9814162e2b577fb7a44c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Release files / tet_py-0.6.2-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL tet_py-0.6.2-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
2dec9f4db64bba3754e935a8514906878a68da299161e4783134ea01c8d3edf0
BLAKE2b-256 checksum
How to use checksums
265a55b5a8f026e735527728b097e3323a5e495711fac3b138839fed3a8ed4c2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Release files / tet_py-0.6.2-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL tet_py-0.6.2-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
ba68e41481d3143cb236d670f718403307f19d99be8dc801661466e41579b6ae
BLAKE2b-256 checksum
How to use checksums
29d7c241c3e27b7c904c7c2ae0bacc95246b43e6dd761c0e2c6b653e4b1d5d50
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Release files / tet_py-0.6.2-cp311-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl

Download URL tet_py-0.6.2-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
9a3a3284a40856e6ca0184160b25228f7b341d9880f13586d85cfb5c250698a9
BLAKE2b-256 checksum
How to use checksums
02233f35a1cdb5558c90d8c5652b6f794aa6a22f6fdce28bdff5dde27dcf407f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Security for tet-py 0.6.2

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

0.6.2 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