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 0.5.4

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 0.5.4
File Size Uploaded Provenance
tet_py-0.5.4.tar.gz 75.8 kB Without provenance Details

Built distributions (wheels)

Table of built distributions (wheels) for tet-py 0.5.4
File
tet_py-0.5.4-cp311-abi3-win_amd64.whl CPython 3.11 abi3 Windows x86-64 Details
tet_py-0.5.4-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 abi3 Linux glibc 2.17+ x86-64 Details
tet_py-0.5.4-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.11 abi3 Linux glibc 2.17+ ARM64 Details
tet_py-0.5.4-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-0.5.4.tar.gz

Download URL tet_py-0.5.4.tar.gz
Size 75.8 kB
Tags Source
SHA-256 checksum
How to use checksums
599e64c2824481b40e066fca1fa2a7e20dfaf865f52ddc65ac3a8a30da58824b
BLAKE2b-256 checksum
How to use checksums
8fd0388b6e9d13e6268ca9a05bf866fcec05c91246fb0b683189b0c7f86f7b51
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Release files / tet_py-0.5.4-cp311-abi3-win_amd64.whl

Download URL tet_py-0.5.4-cp311-abi3-win_amd64.whl
Size 4.9 MB
Tags CPython 3.11 Windows x86-64 abi3
SHA-256 checksum
How to use checksums
e2f0705b3fdd616965dc180b7ecf4d1fbaf86d1cca341f1fa14ea5790b1561dd
BLAKE2b-256 checksum
How to use checksums
2e8c2e699ef647a834532d56f0635a5928240f49011c189947124e0acdf3600c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Release files / tet_py-0.5.4-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL tet_py-0.5.4-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
65bee1d9a091cf00406eb86ca3119e51c2cb07cc35476156ad5f21ff0dc14642
BLAKE2b-256 checksum
How to use checksums
767717c8a6304fe6e7db7ed86b8195bcd8c9929c30fed41689a0fa64de2349d0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Release files / tet_py-0.5.4-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL tet_py-0.5.4-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
913afbe88654ac0b4b6020d093c493cd34a0859bca2bfdf8b59d16083b20a309
BLAKE2b-256 checksum
How to use checksums
edb7edc5fa80e3c0fc63a2c41ec9f18c429cdfe5bb8ebb95867bfa27814d6b9e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Release files / tet_py-0.5.4-cp311-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl

Download URL tet_py-0.5.4-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
e761eb99130146d24751c7cd6675603b2fe94f8a9567552407df12361c14efd9
BLAKE2b-256 checksum
How to use checksums
46ce2ab7bd4398e054ce0f4388d3886b3445cbd12ca3e5f24592c4c4b57ac759
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via maturin/1.15.0

Security for tet-py 0.5.4

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

0.5.4 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