Skip to main content

tff-core

Core architectural linter and fitness function engine for data transformation pipelines.

tff-core executes layer boundary validation, structural graph policies, schema contracts, and duplicate logic detection across dbt, SQLMesh, and Google Cloud Dataform projects.

Installation

Install tff-core with the adapter corresponding to your transformation engine:

# dbt adapter
pip install "tff-core[dbt]"

# SQLMesh adapter
pip install "tff-core[sqlmesh]"

# Dataform adapter
pip install "tff-core[dataform]"

# All adapters
pip install "tff-core[all]"

Architecture

Subsystem Function & Scope
AST & Semantic Parser Extracts AST nodes and semantic relationships using SQLGlot without database connections.
Check Registry Unified execution harness evaluating layer integrity, syntax bans, and duplicate CTEs.
Health Scoring Computes weighted quality metrics (0–100) and penalty distributions.
Adapter Interface Normalizes project manifests and configurations across pipeline engines.

Documentation

For CLI usage, configuration specifications, and rule authoring, refer to the main documentation and the tff repository.

License

Distributed under the MIT License.

Metadata

Release files for tff-core 0.24.0

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

Source distribution (sdist)

Source distribution for tff-core 0.24.0
File Size Uploaded Provenance Actions
tff_core-0.24.0.tar.gz 269.3 kB With provenance Details for tff_core-0.24.0.tar.gz

Built distribution (wheel)

Table of built distributions (wheels) for tff-core 0.24.0
File Interpreter ABI Platform Actions
tff_core-0.24.0-py3-none-any.whl Python 3 none any Details for tff_core-0.24.0-py3-none-any.whl

Total release size: 437.6 kB

Release files / tff_core-0.24.0.tar.gz

Download URL tff_core-0.24.0.tar.gz
Size 269.3 kB
Tags Source
SHA-256 checksum
How to use checksums
bf5402d79c0e42a1e45fe015a625bf14846db86df26a57111ffd4c74f6e9c597
BLAKE2b-256 checksum
How to use checksums
442444b1c75114b50ae203025c5a008fce2d2c6485b13f24c31563fa31a1b33f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

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.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 30, 2026.

Transparency log

Release files / tff_core-0.24.0-py3-none-any.whl

Download URL tff_core-0.24.0-py3-none-any.whl
Size 168.3 kB
Tags Python 3
SHA-256 checksum
How to use checksums
61aa6fc4d95ed2de0de3d0142b9e138fcd1911a2203a3687169f818cc0ac12a5
BLAKE2b-256 checksum
How to use checksums
13fca1edf9c231edc3f5005d32c45ea59651cfab4809e2b31dcdffb81daab349
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

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.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 30, 2026.

Transparency log

Security for tff-core 0.24.0

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.

Full provenance

Both files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for tff_core-0.24.0.tar.gz

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 30, 2026.

Transparency log

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.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

This release

0.24.0 This release

2 release files Full 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